Title :
Balanced parallel sort on hypercube multiprocessors
Author :
Abali, Bülent ; Özgüner, Füsun ; Bataineh, Abdulla
Author_Institution :
Bilkent Univ., Ankara, Turkey
fDate :
5/1/1993 12:00:00 AM
Abstract :
A parallel sorting algorithm for sorting n elements evenly distributed over 2d p nodes of a d-dimensional hypercube is presented. The average running time of the algorithm is O((n log n)/p+p log 2n). The algorithm maintains a perfect load balance in the nodes by determining the (kn/p)th elements (k1,. . ., (p-1)) of the final sorted list in advance. These p-1 keys are used to partition the sorted sublists in each node to redistribute data to the nodes to be merged in parallel. The nodes finish the sort with an equal number of elements (n/ p) regardless of the data distribution. A parallel selection algorithm for determining the balanced partition keys in O(p log2n) time is presented. The speed of the sorting algorithm is further enhanced by the distance-d communication capability of the iPSC/2 hypercube computer and a novel conflict-free routing algorithm. Experimental results on a 16-node hypercube computer show that the sorting algorithm is competitive with the previous algorithms and faster for skewed data distributions
Keywords :
computational complexity; hypercube networks; parallel algorithms; sorting; 16-node hypercube; conflict-free routing; hypercube; hypercube multiprocessors; parallel selection algorithm; parallel sort; Databases; Delay effects; Distributed computing; Hypercubes; Message passing; Parallel algorithms; Parallel processing; Partitioning algorithms; Routing; Sorting;
Journal_Title :
Parallel and Distributed Systems, IEEE Transactions on